Free learning resources
Every resource curated across all roadmaps, in one searchable place. 90 shown.
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docs · 2595
article · 1099
course · 754
opensource · 445
video · 364
practice · 255
tool · 236
book · 172
video
3Blue1Brown neural networks series
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Backpropagation and MLPs
docs
PyTorch official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Backpropagation and MLPs
course
fast.ai Practical Deep Learning for Coders
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Backpropagation and MLPs
book
Michael Nielsen Neural Networks and Deep Learning free book
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Backpropagation and MLPs
video
Andrej Karpathy neural networks zero to hero series
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Backpropagation and MLPs
course
Kaggle Learn Deep Learning micro-course
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Backpropagation and MLPs
course
Mode Analytics SQL tutorial
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Analyst or BI Developer, $70K to $110K
practice
Tableau Public gallery
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Analyst or BI Developer, $70K to $110K
docs
Power BI documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Analyst or BI Developer, $70K to $110K
practice
PGExercises SQL practice
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Analyst or BI Developer, $70K to $110K
course
Kaggle Learn Data Visualization
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Analyst or BI Developer, $70K to $110K
course
Kaggle Learn micro-courses
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Scientist Generalist, $120K to $180K
docs
Scikit-learn documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Scientist Generalist, $120K to $180K
course
Mode Analytics SQL tutorial
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Scientist Generalist, $120K to $180K
video
StatQuest YouTube channel
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Scientist Generalist, $120K to $180K
article
Towards Data Science articles
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Scientist Generalist, $120K to $180K
docs
MLflow documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning Engineer, $150K to $250K
course
DataTalksClub MLOps Zoomcamp
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning Engineer, $150K to $250K
docs
Docker official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning Engineer, $150K to $250K
docs
FastAPI documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning Engineer, $150K to $250K
docs
Kubernetes documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning Engineer, $150K to $250K
docs
PyTorch official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Computer Vision with CNNs
course
fast.ai Practical Deep Learning for Coders
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Computer Vision with CNNs
docs
HuggingFace Transformers vision models documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Computer Vision with CNNs
course
Kaggle Learn Computer Vision micro-course
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Computer Vision with CNNs
docs
Ultralytics YOLO documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Computer Vision with CNNs
opensource
Meta Segment Anything Model repository
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Computer Vision with CNNs
docs
Streamlit documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Dashboarding with Streamlit
practice
Streamlit community gallery
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Dashboarding with Streamlit
docs
Plotly documentation for interactive charts
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Dashboarding with Streamlit
docs
Streamlit caching guide
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Dashboarding with Streamlit
docs
Streamlit Cloud deployment guide
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Dashboarding with Streamlit
article
Real Python Streamlit articles
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Dashboarding with Streamlit
docs
Pandas official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Cleaning
course
Kaggle Learn Data Cleaning micro-course
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Cleaning
opensource
Great Expectations data validation library
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Cleaning
article
Real Python data cleaning articles
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Cleaning
docs
scikit-learn imputation documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Cleaning
article
Towards Data Science outlier detection articles
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Cleaning
docs
Pandas official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Wrangling and EDA
docs
NumPy official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Wrangling and EDA
docs
Matplotlib documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Wrangling and EDA
docs
Seaborn documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Wrangling and EDA
docs
Streamlit documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Wrangling and EDA
course
Kaggle Learn Pandas micro-course
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Data Wrangling and EDA
docs
PyTorch official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Deep Learning and Generative AI
docs
HuggingFace Transformers documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Deep Learning and Generative AI
course
fast.ai Practical Deep Learning for Coders
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Deep Learning and Generative AI
docs
LangChain documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Deep Learning and Generative AI
video
3Blue1Brown neural networks series
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Deep Learning and Generative AI
course
Kaggle Learn Deep Learning micro-course
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Deep Learning and Generative AI
docs
Docker official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Docker for Data Science
docs
FastAPI official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Docker for Data Science
video
Patrick Loeber FastAPI tutorial
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Docker for Data Science
course
DataTalksClub MLOps Zoomcamp
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Docker for Data Science
docs
Docker multi-stage builds guide
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Docker for Data Science
opensource
Google Container Tools distroless images
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Docker for Data Science
video
3Blue1Brown Essence of Linear Algebra
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Eigenvalues and PCA
course
MIT 18.06SC Linear Algebra
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Eigenvalues and PCA
docs
scikit-learn PCA documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Eigenvalues and PCA
article
Distill.pub visual math explanations
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Eigenvalues and PCA
video
StatQuest PCA explained video
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Eigenvalues and PCA
docs
NumPy linear algebra documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Eigenvalues and PCA
docs
Git official documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Git and Version Control
course
GitHub Skills interactive courses
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Git and Version Control
article
Atlassian Git tutorials
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Git and Version Control
practice
Learn Git Branching interactive tool
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Git and Version Control
book
Pro Git free online book
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Git and Version Control
docs
DVC data version control documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Git and Version Control
course
Khan Academy Statistics and Probability
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Hypothesis Testing
video
StatQuest Statistics Fundamentals playlist
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Hypothesis Testing
docs
SciPy stats documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Hypothesis Testing
article
Distill.pub visual explanations
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Hypothesis Testing
course
MIT 18.06SC Linear Algebra course
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Hypothesis Testing
article
Real Python statistics articles
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Hypothesis Testing
docs
Scikit-learn User Guide
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning
docs
XGBoost documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning
video
StatQuest XGBoost playlist
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning
course
Kaggle Learn Intro and Intermediate Machine Learning
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning
opensource
SHAP official library
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning
practice
Kaggle Titanic and House Prices competitions
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Machine Learning
course
MIT 18.06SC Linear Algebra by Gilbert Strang
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Mathematical Foundations
video
3Blue1Brown Essence of Linear Algebra
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Mathematical Foundations
video
StatQuest Statistics Fundamentals playlist
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Mathematical Foundations
course
Khan Academy Statistics and Probability
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Mathematical Foundations
article
Distill.pub visual math for ML explanations
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Mathematical Foundations
docs
NumPy linear algebra documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · Mathematical Foundations
docs
MLflow documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · MLflow Experiment Tracking
docs
Weights and Biases documentation
Data Science / Data Science Roadmap 2026: From Beginner to Pro · MLflow Experiment Tracking
course
DataTalksClub MLOps Zoomcamp
Data Science / Data Science Roadmap 2026: From Beginner to Pro · MLflow Experiment Tracking